Integrated Intelligent Control Method of Coke Oven Collector Pressure

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• 作者：Jiesheng Wang (19) (20)
  Xianwen Gao (19)
  Lin Liu (20)
  Guannan Liu (21)
  
• 关键词：Coke Oven Collector Pressure ; Support Vector Machine ; Operation Pattern ; Glowworm Swarm Optimization Algorithm ; Subtractive Clustering ; PID Controller
• 刊名：Lecture Notes in Computer Science
• 出版年：2013
• 出版时间：2013
• 年：2013
• 卷：7952
• 期：1
• 页码：253-259
• 全文大小：266KB
• 参考文献：1. Zhen, W.H., Liu, H.C., Zhou, K.: Present Situation and Development of Coke Production in China. Iron and Steel 3, 67鈥?3 (2004) (in Chinese)
  2. Ji, Q.C., Liu, G.H., Meng, Y.B.: Intelligent Control System and Simulation of Gas Collector Pressure System of Coke Ovens. Journal of Xi鈥檃n University of Science and Technology聽3, 362鈥?64 (2005) (in Chinese)
  3. Yang, C.H., Wu, M., Shen, D.Y., Deconinck, G.: Hybrid Intelligent Control of Gas Collectors of Coke Ovens. Control Engineering Practice聽7, 725鈥?33 (2001) CrossRef
  4. Zhou, G.X., Lai, X.Z., Cao, W.H., Wu, M.: Application of Intelligent Decoupling Control System for Coke-oven Collector Pressure. Journal of Central South University (Science and Technology)聽3, 558鈥?61 (2006) (in Chinese)
  5. Qing, B., Wu, M., Wang, X., Yang, C.H.: MAS-based Distributed Decoupling Control for the Pressure of Gas Collectors of Coke Ovens. Control Theory & Applications聽6, 961鈥?65 (2006) (in Chinese)
  6. Wu, M., Yan, J., She, J.H., Cao, W.H.: Intelligent Decoupling Control of Gas Collection Process of Multiple Asymmetric Coke Ovens. IEEE Transactions on Industrial Electronics聽7, 2782鈥?790 (2009)
  7. Krishnanand, K.N., Ghose, D.: Glowworm Swarm Optimization for Simultaneous Capture of Multiple Local Optima of Multimodal Functions. Swarm Intelligence聽2, 87鈥?24 (2009) CrossRef
  8. Chanchal, D., Rajani, K.M.: An Improved Auto-tuning Scheme for PID Controllers. ISA Transactions聽4, 396鈥?09 (2009)
  
• 作者单位：Jiesheng Wang (19) (20)
  Xianwen Gao (19)
  Lin Liu (20)
  Guannan Liu (21)
  
  19. College of Information Science and Engineering, Northeastern University, Shenyang, 110014, China
  20. School of Electronic and Information Engineering, University of Science & Technology Liaoning, Anshan, 114044, China
  21. Liaoning聽Anshan聽Power聽Supply聽Company, Anshan, 114044, China
  

文摘

Based on the data-driven modeling theory, the integrated modeling and intelligent control method of the coke oven collector pressure is carried out in the paper. The system includes the regression predictive model of coke oven global collector pressure based on support vector machine (SVM), the subtractive clustering algorithm based operation pattern extraction and migration reconfiguration strategy and the self-tuning PID decoupling controller based on the improved glowworm swarm optimization (GSO) algorithm of the coke oven collector pressure. Simulation results and industrial application experiments clearly show the feasibility and effectiveness of control methods and satisfy the real-time control requirements of the coke oven collector pressure system.